{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-title"
    ]
   },
   "source": [
    "# Image features exercise\n",
    "*Complete and hand in this completed worksheet (including its outputs and any supporting code outside of the worksheet) with your assignment submission. For more details see the [assignments page](http://vision.stanford.edu/teaching/cs231n/assignments.html) on the course website.*\n",
    "\n",
    "We have seen that we can achieve reasonable performance on an image classification task by training a linear classifier on the pixels of the input image. In this exercise we will show that we can improve our classification performance by training linear classifiers not on raw pixels but on features that are computed from the raw pixels.\n",
    "\n",
    "All of your work for this exercise will be done in this notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [],
   "source": [
    "import random\n",
    "import numpy as np\n",
    "from cs231n.data_utils import load_CIFAR10\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "# for auto-reloading extenrnal modules\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "source": [
    "## Load data\n",
    "Similar to previous exercises, we will load CIFAR-10 data from disk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true,
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [],
   "source": [
    "from cs231n.features import color_histogram_hsv, hog_feature\n",
    "\n",
    "def get_CIFAR10_data(num_training=49000, num_validation=1000, num_test=1000):\n",
    "    # Load the raw CIFAR-10 data\n",
    "    cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n",
    "\n",
    "    # Cleaning up variables to prevent loading data multiple times (which may cause memory issue)\n",
    "    try:\n",
    "       del X_train, y_train\n",
    "       del X_test, y_test\n",
    "       print('Clear previously loaded data.')\n",
    "    except:\n",
    "       pass\n",
    "\n",
    "    X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "    \n",
    "    # Subsample the data\n",
    "    mask = list(range(num_training, num_training + num_validation))\n",
    "    X_val = X_train[mask]\n",
    "    y_val = y_train[mask]\n",
    "    mask = list(range(num_training))\n",
    "    X_train = X_train[mask]\n",
    "    y_train = y_train[mask]\n",
    "    mask = list(range(num_test))\n",
    "    X_test = X_test[mask]\n",
    "    y_test = y_test[mask]\n",
    "    \n",
    "    return X_train, y_train, X_val, y_val, X_test, y_test\n",
    "\n",
    "X_train, y_train, X_val, y_val, X_test, y_test = get_CIFAR10_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "source": [
    "## Extract Features\n",
    "For each image we will compute a Histogram of Oriented\n",
    "Gradients (HOG) as well as a color histogram using the hue channel in HSV\n",
    "color space. We form our final feature vector for each image by concatenating\n",
    "the HOG and color histogram feature vectors.\n",
    "\n",
    "Roughly speaking, HOG should capture the texture of the image while ignoring\n",
    "color information, and the color histogram represents the color of the input\n",
    "image while ignoring texture. As a result, we expect that using both together\n",
    "ought to work better than using either alone. Verifying this assumption would\n",
    "be a good thing to try for your own interest.\n",
    "\n",
    "The `hog_feature` and `color_histogram_hsv` functions both operate on a single\n",
    "image and return a feature vector for that image. The extract_features\n",
    "function takes a set of images and a list of feature functions and evaluates\n",
    "each feature function on each image, storing the results in a matrix where\n",
    "each column is the concatenation of all feature vectors for a single image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true,
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Done extracting features for 49000 / 49000 images\n"
     ]
    }
   ],
   "source": [
    "from cs231n.features import *\n",
    "\n",
    "num_color_bins = 10 # Number of bins in the color histogram\n",
    "feature_fns = [hog_feature, lambda img: color_histogram_hsv(img, nbin=num_color_bins)]\n",
    "X_train_feats = extract_features(X_train, feature_fns, verbose=True)\n",
    "X_val_feats = extract_features(X_val, feature_fns)\n",
    "X_test_feats = extract_features(X_test, feature_fns)\n",
    "\n",
    "# Preprocessing: Subtract the mean feature\n",
    "mean_feat = np.mean(X_train_feats, axis=0, keepdims=True)\n",
    "X_train_feats -= mean_feat\n",
    "X_val_feats -= mean_feat\n",
    "X_test_feats -= mean_feat\n",
    "\n",
    "# Preprocessing: Divide by standard deviation. This ensures that each feature\n",
    "# has roughly the same scale.\n",
    "std_feat = np.std(X_train_feats, axis=0, keepdims=True)\n",
    "X_train_feats /= std_feat\n",
    "X_val_feats /= std_feat\n",
    "X_test_feats /= std_feat\n",
    "\n",
    "# Preprocessing: Add a bias dimension\n",
    "X_train_feats = np.hstack([X_train_feats, np.ones((X_train_feats.shape[0], 1))])\n",
    "X_val_feats = np.hstack([X_val_feats, np.ones((X_val_feats.shape[0], 1))])\n",
    "X_test_feats = np.hstack([X_test_feats, np.ones((X_test_feats.shape[0], 1))])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train SVM on features\n",
    "Using the multiclass SVM code developed earlier in the assignment, train SVMs on top of the features extracted above; this should achieve better results than training SVMs directly on top of raw pixels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": [
     "code"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lr 1.000000e-09 reg 5.000000e+04 train accuracy: 0.083327 val accuracy: 0.066000\n",
      "lr 1.000000e-09 reg 5.000000e+05 train accuracy: 0.083571 val accuracy: 0.066000\n",
      "lr 1.000000e-09 reg 5.000000e+06 train accuracy: 0.177673 val accuracy: 0.162000\n",
      "lr 1.000000e-08 reg 5.000000e+04 train accuracy: 0.413184 val accuracy: 0.414000\n",
      "lr 1.000000e-08 reg 5.000000e+05 train accuracy: 0.413918 val accuracy: 0.417000\n",
      "lr 1.000000e-08 reg 5.000000e+06 train accuracy: 0.414633 val accuracy: 0.407000\n",
      "lr 1.000000e-07 reg 5.000000e+04 train accuracy: 0.416041 val accuracy: 0.411000\n",
      "lr 1.000000e-07 reg 5.000000e+05 train accuracy: 0.414592 val accuracy: 0.412000\n",
      "lr 1.000000e-07 reg 5.000000e+06 train accuracy: 0.351041 val accuracy: 0.360000\n",
      "best validation accuracy achieved during cross-validation: 0.417000\n"
     ]
    }
   ],
   "source": [
    "# Use the validation set to tune the learning rate and regularization strength\n",
    "\n",
    "from cs231n.classifiers.linear_classifier import LinearSVM\n",
    "\n",
    "learning_rates = [1e-9, 1e-8, 1e-7]\n",
    "regularization_strengths = [5e4, 5e5, 5e6]\n",
    "\n",
    "results = {}\n",
    "best_val = -1\n",
    "best_svm = None\n",
    "\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Use the validation set to set the learning rate and regularization strength. #\n",
    "# This should be identical to the validation that you did for the SVM; save    #\n",
    "# the best trained classifer in best_svm. You might also want to play          #\n",
    "# with different numbers of bins in the color histogram. If you are careful    #\n",
    "# you should be able to get accuracy of near 0.44 on the validation set.       #\n",
    "################################################################################\n",
    "# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "svm = LinearSVM()\n",
    "\n",
    "for lr in learning_rates:\n",
    "    for reg in regularization_strengths:\n",
    "        loss_hist = svm.train(X_train_feats, y_train, learning_rate=lr, reg=reg, num_iters=1500)\n",
    "        \n",
    "        y_train_pred = svm.predict(X_train_feats)\n",
    "        acc_train = np.mean(y_train == y_train_pred)\n",
    "        \n",
    "        y_val_pred = svm.predict(X_val_feats)\n",
    "        acc_val = np.mean(y_val == y_val_pred)\n",
    "        \n",
    "        results[(lr, reg)] = (acc_train, acc_val)\n",
    "        \n",
    "        if acc_val > best_val:\n",
    "            best_val = acc_val\n",
    "            best_svm = svm\n",
    "#pass\n",
    "\n",
    "# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "# Print out results.\n",
    "for lr, reg in sorted(results):\n",
    "    train_accuracy, val_accuracy = results[(lr, reg)]\n",
    "    print('lr %e reg %e train accuracy: %f val accuracy: %f' % (\n",
    "                lr, reg, train_accuracy, val_accuracy))\n",
    "    \n",
    "print('best validation accuracy achieved during cross-validation: %f' % best_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "svm_test_accuracy"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.347\n"
     ]
    }
   ],
   "source": [
    "# Evaluate your trained SVM on the test set: you should be able to get at least 0.40\n",
    "y_test_pred = best_svm.predict(X_test_feats)\n",
    "test_accuracy = np.mean(y_test == y_test_pred)\n",
    "print(test_accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 80 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# An important way to gain intuition about how an algorithm works is to\n",
    "# visualize the mistakes that it makes. In this visualization, we show examples\n",
    "# of images that are misclassified by our current system. The first column\n",
    "# shows images that our system labeled as \"plane\" but whose true label is\n",
    "# something other than \"plane\".\n",
    "\n",
    "examples_per_class = 8\n",
    "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "for cls, cls_name in enumerate(classes):\n",
    "    idxs = np.where((y_test != cls) & (y_test_pred == cls))[0]\n",
    "    idxs = np.random.choice(idxs, examples_per_class, replace=False)\n",
    "    for i, idx in enumerate(idxs):\n",
    "        plt.subplot(examples_per_class, len(classes), i * len(classes) + cls + 1)\n",
    "        plt.imshow(X_test[idx].astype('uint8'))\n",
    "        plt.axis('off')\n",
    "        if i == 0:\n",
    "            plt.title(cls_name)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-inline"
    ]
   },
   "source": [
    "### Inline question 1:\n",
    "Describe the misclassification results that you see. Do they make sense?\n",
    "\n",
    "\n",
    "$\\color{blue}{\\textit Your Answer:}$\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Neural Network on image features\n",
    "Earlier in this assigment we saw that training a two-layer neural network on raw pixels achieved better classification performance than linear classifiers on raw pixels. In this notebook we have seen that linear classifiers on image features outperform linear classifiers on raw pixels. \n",
    "\n",
    "For completeness, we should also try training a neural network on image features. This approach should outperform all previous approaches: you should easily be able to achieve over 55% classification accuracy on the test set; our best model achieves about 60% classification accuracy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(49000, 155)\n",
      "(49000, 154)\n"
     ]
    }
   ],
   "source": [
    "# Preprocessing: Remove the bias dimension\n",
    "# Make sure to run this cell only ONCE\n",
    "print(X_train_feats.shape)\n",
    "X_train_feats = X_train_feats[:, :-1]\n",
    "X_val_feats = X_val_feats[:, :-1]\n",
    "X_test_feats = X_test_feats[:, :-1]\n",
    "\n",
    "print(X_train_feats.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": [
     "code"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "for hs: 5.000000e+02, lr: 1.000000e+00 and r: 1.000000e-04, valid accuracy is: 0.542000\n",
      "Best Networks has an Accuracy of: 0.542000\n"
     ]
    }
   ],
   "source": [
    "from cs231n.classifiers.neural_net import TwoLayerNet\n",
    "\n",
    "input_dim = X_train_feats.shape[1]\n",
    "hidden_dim = 500\n",
    "num_classes = 10\n",
    "\n",
    "net = TwoLayerNet(input_dim, hidden_dim, num_classes)\n",
    "best_net = None\n",
    "\n",
    "################################################################################\n",
    "# TODO: Train a two-layer neural network on image features. You may want to    #\n",
    "# cross-validate various parameters as in previous sections. Store your best   #\n",
    "# model in the best_net variable.                                              #\n",
    "################################################################################\n",
    "# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "hidden_size = [500]\n",
    "learning_rate = [1]\n",
    "reg = [1e-4]\n",
    "best_acc = -1\n",
    "\n",
    "log = {}\n",
    "\n",
    "for hs in hidden_size:\n",
    "    for lr in learning_rate:\n",
    "        for r in reg:\n",
    "            \n",
    "            # Set up the network\n",
    "            net = TwoLayerNet(input_dim, hs, num_classes)\n",
    "\n",
    "            # Train the network\n",
    "            stats = net.train(X_train_feats, y_train, X_val_feats, y_val,\n",
    "                        num_iters=1000, batch_size=200,\n",
    "                        learning_rate=lr, learning_rate_decay=0.95,\n",
    "                        reg=r, verbose=False)\n",
    "            \n",
    "            acc = stats['val_acc_history'][-1]\n",
    "            log[(hs, lr, r)] = acc\n",
    "            \n",
    "            # Print Log\n",
    "            print('for hs: %e, lr: %e and r: %e, valid accuracy is: %f' \n",
    "                    % (hs, lr, r, acc))\n",
    "            \n",
    "            if acc > best_acc:\n",
    "                best_net = net\n",
    "                best_acc = acc\n",
    "                \n",
    "print('Best Networks has an Accuracy of: %f' % best_acc)\n",
    "\n",
    "#pass\n",
    "\n",
    "# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "nn_test_accuracy"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.555\n"
     ]
    }
   ],
   "source": [
    "# Run your best neural net classifier on the test set. You should be able\n",
    "# to get more than 55% accuracy.\n",
    "\n",
    "test_acc = (best_net.predict(X_test_feats) == y_test).mean()\n",
    "print(test_acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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